CompaRNA - on-line benchmarks of RNA structure prediction methods
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Table of contents:

  1. Overview

  2. Performance Plots

  3. Performance of IPknot - scored higher in this pairwise comparison

  4. Performance of RSpredict(seed) - scored lower in this pairwise comparison

  5. Compile and download dataset for IPknot & RSpredict(seed) [.zip] - may take several seconds...


Overview

Metric IPknot RSpredict(seed)
MCC 0.671 > 0.514
Average MCC ± 95% Confidence Intervals 0.672 ± 0.119 > 0.515 ± 0.084
Sensitivity 0.590 > 0.427
Positive Predictive Value 0.768 > 0.625
Total TP 232 > 168
Total TN 48828 < 48861
Total FP 80 < 105
Total FP CONTRA 9 < 41
Total FP INCONS 61 > 60
Total FP COMP 10 > 4
Total FN 161 < 225
P-value 2.69132796717e-08

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Performance plots


  1. Comparison of performance of IPknot and RSpredict(seed). Positive Predictive Value (PPV) is plotted against sensitivity. Each dot represents a single test of each method. See tables below for raw data (individual counts for IPknot and RSpredict(seed)).

  2. Average Matthews Correlation Coefficients (MCC) with 95% confidence intervals (CIs) were plotted for different RNA families, for which at least 3 members were present in the benchmarking dataset. 'n' denotes the number of MCCs used to calculate the average and CI. See tables below for raw data (individual counts for IPknot and RSpredict(seed)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for IPknot and RSpredict(seed). The whiskers correspond to 95% confidence intervals (CIs). 'n' denotes the number of MCCs used to calculate average MCCs and CIs. See tables below for raw data (individual counts for IPknot and RSpredict(seed)).

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Performance of IPknot - scored higher in this pairwise comparison

1. Total counts & total scores for IPknot

Total Base Pair Counts
Total TP 232
Total TN 48828
Total FP 80
Total FP CONTRA 9
Total FP INCONS 61
Total FP COMP 10
Total FN 161
Total Scores
MCC 0.671
Average MCC ± 95% Confidence Intervals 0.672 ± 0.119
Sensitivity 0.590
Positive Predictive Value 0.768
Nr of predictions 17

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2. Individual counts for IPknot [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00005 0.71 0.71 0.71 10 932 4 0 4 0 4
PDB_00716 -0.01 0.00 0.00 0 2680 21 0 21 0 23
PDB_00828 0.90 0.81 1.00 22 2463 0 0 0 0 5
PDB_00829 0.86 0.75 1.00 18 2260 0 0 0 0 6
PDB_01020 0.86 0.74 1.00 17 2261 1 0 0 1 6
PDB_01073 0.80 0.65 1.00 22 4349 1 0 0 1 12
PDB_01092 0.73 0.63 0.85 33 10114 8 1 5 2 19
RFA_00632 0.42 0.36 0.50 10 4075 11 0 10 1 18
RFA_00636 0.65 0.64 0.67 18 3978 9 3 6 0 10
RFA_00767 0.74 0.56 1.00 10 1881 0 0 0 0 8
RFA_00768 1.00 1.00 1.00 18 1873 0 0 0 0 0
RFA_00769 0.54 0.56 0.53 10 1934 9 4 5 0 8
RFA_00770 0.64 0.50 0.82 9 2005 4 0 2 2 9
RFA_00773 0.61 0.56 0.67 10 1938 8 1 4 3 8
RFA_00779 0.74 0.56 1.00 10 1943 0 0 0 0 8
RFA_00808 0.75 0.56 1.00 9 2007 0 0 0 0 7
RFA_00809 0.47 0.38 0.60 6 2135 4 0 4 0 10

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Performance of RSpredict(seed) - scored lower in this pairwise comparison

1. Total counts & total scores for RSpredict(seed)

Total Base Pair Counts
Total TP 168
Total TN 48861
Total FP 105
Total FP CONTRA 41
Total FP INCONS 60
Total FP COMP 4
Total FN 225
Total Scores
MCC 0.514
Average MCC ± 95% Confidence Intervals 0.515 ± 0.084
Sensitivity 0.427
Positive Predictive Value 0.625
Nr of predictions 17

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2. Individual counts for RSpredict(seed) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00005 0.71 0.57 0.89 8 937 1 0 1 0 6
PDB_00716 0.59 0.48 0.73 11 2686 4 0 4 0 12
PDB_00828 0.54 0.41 0.73 11 2470 4 2 2 0 16
PDB_00829 0.74 0.63 0.88 15 2261 2 2 0 0 9
PDB_01020 0.76 0.65 0.88 15 2261 2 2 0 0 8
PDB_01073 0.39 0.18 0.86 6 4364 1 0 1 0 28
PDB_01092 0.48 0.37 0.63 19 10123 13 1 10 2 33
RFA_00632 0.47 0.39 0.58 11 4076 8 3 5 0 17
RFA_00636 0.62 0.54 0.71 15 3984 6 3 3 0 13
RFA_00767 0.19 0.17 0.23 3 1878 10 3 7 0 15
RFA_00768 0.19 0.17 0.23 3 1878 10 3 7 0 15
RFA_00769 0.59 0.56 0.63 10 1937 6 4 2 0 8
RFA_00770 0.54 0.56 0.53 10 1997 9 6 3 0 8
RFA_00773 0.50 0.50 0.50 9 1935 9 6 3 0 9
RFA_00779 0.50 0.50 0.50 9 1935 9 6 3 0 9
RFA_00808 0.60 0.50 0.73 8 2005 4 0 3 1 8
RFA_00809 0.37 0.31 0.45 5 2134 7 0 6 1 11

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Matthews Correlation Coeffient, Sensitivity and Positive Predictive Value have been calculated based on the paper by Gardener & Giegerich, 2004.